Pandas Profiling Report

Dataset statistics

Number of variables	22
Number of observations	8124
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.4 MiB
Average record size in memory	176.0 B

Variable types

Categorical	10
Boolean	2
Numeric	10

Alerts

`balance_transfer` is highly overall correlated with `portfolio_balance` and 1 other fields	High correlation
`avg_account_balance` is highly overall correlated with `portfolio_balance` and 1 other fields	High correlation
`portfolio_balance` is highly overall correlated with `balance_transfer` and 4 other fields	High correlation
`insurance` is highly overall correlated with `portfolio_balance` and 1 other fields	High correlation
`sip_investments` is highly overall correlated with `portfolio_balance` and 1 other fields	High correlation
`lumpsum_investments` is highly overall correlated with `balance_transfer` and 5 other fields	High correlation
`combined_purchase` is highly overall correlated with `lumpsum_investments`	High correlation
`home_status` is highly imbalanced (76.4%)	Imbalance
`self_employed` is highly imbalanced (62.8%)	Imbalance
`net_worth` is highly imbalanced (51.3%)	Imbalance
`loan` is highly skewed (γ1 = 24.68704289)	Skewed
`balance_transfer` has 3524 (43.4%) zeros	Zeros
`term_deposit` has 4587 (56.5%) zeros	Zeros
`avg_account_balance` has 2806 (34.5%) zeros	Zeros
`insurance` has 1449 (17.8%) zeros	Zeros
`loan` has 3837 (47.2%) zeros	Zeros
`sip_investments` has 2016 (24.8%) zeros	Zeros
`lumpsum_investments` has 171 (2.1%) zeros	Zeros
`combined_purchase` has 3824 (47.1%) zeros	Zeros

Reproduction

Analysis started	2023-05-10 19:43:49.948007
Analysis finished	2023-05-10 19:44:01.531435
Duration	11.58 seconds
Software version	ydata-profiling vv4.0.0
Download configuration	config.json

num_children
Categorical

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	63.6 KiB

0	4991
1	1474
2	1271
3	375
4	13

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	8124
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2
2nd row	0
3rd row	1
4th row	2
5th row	0

Common Values

Value	Count	Frequency (%)
0	4991	61.4%
1	1474	18.1%
2	1271	15.6%
3	375	4.6%
4	13	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	4991	61.4%
1	1474	18.1%
2	1271	15.6%
3	375	4.6%
4	13	0.2%

Most occurring characters

Value	Count	Frequency (%)
0	4991	61.4%
1	1474	18.1%
2	1271	15.6%
3	375	4.6%
4	13	0.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	8124	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	4991	61.4%
1	1474	18.1%
2	1271	15.6%
3	375	4.6%
4	13	0.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	8124	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	4991	61.4%
1	1474	18.1%
2	1271	15.6%
3	375	4.6%
4	13	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	8124	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	4991	61.4%
1	1474	18.1%
2	1271	15.6%
3	375	4.6%
4	13	0.2%

age_band
Categorical

Distinct	12
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	63.6 KiB

45-50	1136
41-45	903
36-40	895
55-60	865
31-35	840
Other values (7)	3485

Length

Max length	5
Median length	5
Mean length	4.9155588
Min length	3

Characters and Unicode

Total characters	39934
Distinct characters	11
Distinct categories	3 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	31-35
2nd row	45-50
3rd row	36-40
4th row	31-35
5th row	55-60

Common Values

Value	Count	Frequency (%)
45-50	1136	14.0%
41-45	903	11.1%
36-40	895	11.0%
55-60	865	10.6%
31-35	840	10.3%
51-55	833	10.3%
26-30	735	9.0%
61-65	700	8.6%
65-70	468	5.8%
22-25	356	4.4%
Other values (2)	393	4.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
45-50	1136	14.0%
41-45	903	11.1%
36-40	895	11.0%
55-60	865	10.6%
31-35	840	10.3%
51-55	833	10.3%
26-30	735	9.0%
61-65	700	8.6%
65-70	468	5.8%
22-25	356	4.4%
Other values (2)	393	4.8%

Most occurring characters

Value	Count	Frequency (%)
5	9768	24.5%
-	7781	19.5%
6	4363	10.9%
0	4099	10.3%
4	3837	9.6%
1	3719	9.3%
3	3310	8.3%
2	1853	4.6%
7	811	2.0%
+	343	0.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	31810	79.7%
Dash Punctuation	7781	19.5%
Math Symbol	343	0.9%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
5	9768	30.7%
6	4363	13.7%
0	4099	12.9%
4	3837	12.1%
1	3719	11.7%
3	3310	10.4%
2	1853	5.8%
7	811	2.5%
8	50	0.2%

Dash Punctuation

Value	Count	Frequency (%)
-	7781	100.0%

Math Symbol

Value	Count	Frequency (%)
+	343	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	39934	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
5	9768	24.5%
-	7781	19.5%
6	4363	10.9%
0	4099	10.3%
4	3837	9.6%
1	3719	9.3%
3	3310	8.3%
2	1853	4.6%
7	811	2.0%
+	343	0.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	39934	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
5	9768	24.5%
-	7781	19.5%
6	4363	10.9%
0	4099	10.3%
4	3837	9.6%
1	3719	9.3%
3	3310	8.3%
2	1853	4.6%
7	811	2.0%
+	343	0.9%

marital_status
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	63.6 KiB

Partner	6164
Single/Never Married	881
Divorced/Separated	569
Widowed	510

Length

Max length	20
Median length	7
Mean length	9.1802068
Min length	7

Characters and Unicode

Total characters	74580
Distinct characters	22
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Partner
2nd row	Partner
3rd row	Partner
4th row	Partner
5th row	Partner

Common Values

Value	Count	Frequency (%)
Partner	6164	75.9%
Single/Never Married	881	10.8%
Divorced/Separated	569	7.0%
Widowed	510	6.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
partner	6164	68.5%
single/never	881	9.8%
married	881	9.8%
divorced/separated	569	6.3%
widowed	510	5.7%

Most occurring characters

Value	Count	Frequency (%)
r	16109	21.6%
e	11905	16.0%
a	8183	11.0%
n	7045	9.4%
t	6733	9.0%
P	6164	8.3%
d	3039	4.1%
i	2841	3.8%
S	1450	1.9%
/	1450	1.9%
Other values (12)	9661	13.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	61794	82.9%
Uppercase Letter	10455	14.0%
Other Punctuation	1450	1.9%
Space Separator	881	1.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
r	16109	26.1%
e	11905	19.3%
a	8183	13.2%
n	7045	11.4%
t	6733	10.9%
d	3039	4.9%
i	2841	4.6%
v	1450	2.3%
o	1079	1.7%
l	881	1.4%
Other values (4)	2529	4.1%

Uppercase Letter

Value	Count	Frequency (%)
P	6164	59.0%
S	1450	13.9%
M	881	8.4%
N	881	8.4%
D	569	5.4%
W	510	4.9%

Other Punctuation

Value	Count	Frequency (%)
/	1450	100.0%

Space Separator

Value	Count	Frequency (%)
	881	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	72249	96.9%
Common	2331	3.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
r	16109	22.3%
e	11905	16.5%
a	8183	11.3%
n	7045	9.8%
t	6733	9.3%
P	6164	8.5%
d	3039	4.2%
i	2841	3.9%
S	1450	2.0%
v	1450	2.0%
Other values (10)	7330	10.1%

Common

Value	Count	Frequency (%)
/	1450	62.2%
	881	37.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	74580	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
r	16109	21.6%
e	11905	16.0%
a	8183	11.0%
n	7045	9.4%
t	6733	9.0%
P	6164	8.3%
d	3039	4.1%
i	2841	3.8%
S	1450	1.9%
/	1450	1.9%
Other values (12)	9661	13.0%

occupation
Categorical

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	63.6 KiB

Professional	2586
Retired	1840
Secretarial/Admin	1435
Housewife	984
Business Manager	781
Other values (2)	498

Length

Max length	17
Median length	16
Mean length	11.798498
Min length	7

Characters and Unicode

Total characters	95851
Distinct characters	27
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Professional
2nd row	Secretarial/Admin
3rd row	Manual Worker
4th row	Manual Worker
5th row	Housewife

Common Values

Value	Count	Frequency (%)
Professional	2586	31.8%
Retired	1840	22.6%
Secretarial/Admin	1435	17.7%
Housewife	984	12.1%
Business Manager	781	9.6%
Manual Worker	451	5.6%
Student	47	0.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
professional	2586	27.6%
retired	1840	19.7%
secretarial/admin	1435	15.3%
housewife	984	10.5%
business	781	8.3%
manager	781	8.3%
manual	451	4.8%
worker	451	4.8%
student	47	0.5%

Most occurring characters

Value	Count	Frequency (%)
e	13164	13.7%
i	9061	9.5%
r	8979	9.4%
s	8499	8.9%
a	7920	8.3%
o	6607	6.9%
n	6081	6.3%
l	4472	4.7%
f	3570	3.7%
t	3369	3.5%
Other values (17)	24129	25.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	82393	86.0%
Uppercase Letter	10791	11.3%
Other Punctuation	1435	1.5%
Space Separator	1232	1.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	13164	16.0%
i	9061	11.0%
r	8979	10.9%
s	8499	10.3%
a	7920	9.6%
o	6607	8.0%
n	6081	7.4%
l	4472	5.4%
f	3570	4.3%
t	3369	4.1%
Other values (7)	10671	13.0%

Uppercase Letter

Value	Count	Frequency (%)
P	2586	24.0%
R	1840	17.1%
S	1482	13.7%
A	1435	13.3%
M	1232	11.4%
H	984	9.1%
B	781	7.2%
W	451	4.2%

Other Punctuation

Value	Count	Frequency (%)
/	1435	100.0%

Space Separator

Value	Count	Frequency (%)
	1232	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	93184	97.2%
Common	2667	2.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	13164	14.1%
i	9061	9.7%
r	8979	9.6%
s	8499	9.1%
a	7920	8.5%
o	6607	7.1%
n	6081	6.5%
l	4472	4.8%
f	3570	3.8%
t	3369	3.6%
Other values (15)	21462	23.0%

Common

Value	Count	Frequency (%)
/	1435	53.8%
	1232	46.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	95851	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	13164	13.7%
i	9061	9.5%
r	8979	9.4%
s	8499	8.9%
a	7920	8.3%
o	6607	6.9%
n	6081	6.3%
l	4472	4.7%
f	3570	3.7%
t	3369	3.5%
Other values (17)	24129	25.2%

occupation_partner
Categorical

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	63.6 KiB

Professional	3507
Retired	1558
Manual Worker	1222
Business Manager	891
Secretarial/Admin	510
Other values (2)	436

Length

Max length	17
Median length	16
Mean length	11.779665
Min length	7

Characters and Unicode

Total characters	95698
Distinct characters	27
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Professional
2nd row	Professional
3rd row	Manual Worker
4th row	Manual Worker
5th row	Professional

Common Values

Value	Count	Frequency (%)
Professional	3507	43.2%
Retired	1558	19.2%
Manual Worker	1222	15.0%
Business Manager	891	11.0%
Secretarial/Admin	510	6.3%
Housewife	422	5.2%
Student	14	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
professional	3507	34.3%
retired	1558	15.2%
manual	1222	11.9%
worker	1222	11.9%
business	891	8.7%
manager	891	8.7%
secretarial/admin	510	5.0%
housewife	422	4.1%
student	14	0.1%

Most occurring characters

Value	Count	Frequency (%)
e	11505	12.0%
s	10109	10.6%
r	9420	9.8%
a	8753	9.1%
o	8658	9.0%
i	7398	7.7%
n	7035	7.4%
l	5239	5.5%
f	3929	4.1%
P	3507	3.7%
Other values (17)	20145	21.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	82328	86.0%
Uppercase Letter	10747	11.2%
Space Separator	2113	2.2%
Other Punctuation	510	0.5%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	11505	14.0%
s	10109	12.3%
r	9420	11.4%
a	8753	10.6%
o	8658	10.5%
i	7398	9.0%
n	7035	8.5%
l	5239	6.4%
f	3929	4.8%
u	2549	3.1%
Other values (7)	7733	9.4%

Uppercase Letter

Value	Count	Frequency (%)
P	3507	32.6%
M	2113	19.7%
R	1558	14.5%
W	1222	11.4%
B	891	8.3%
S	524	4.9%
A	510	4.7%
H	422	3.9%

Space Separator

Value	Count	Frequency (%)
	2113	100.0%

Other Punctuation

Value	Count	Frequency (%)
/	510	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	93075	97.3%
Common	2623	2.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	11505	12.4%
s	10109	10.9%
r	9420	10.1%
a	8753	9.4%
o	8658	9.3%
i	7398	7.9%
n	7035	7.6%
l	5239	5.6%
f	3929	4.2%
P	3507	3.8%
Other values (15)	17522	18.8%

Common

Value	Count	Frequency (%)
	2113	80.6%
/	510	19.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	95698	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	11505	12.0%
s	10109	10.6%
r	9420	9.8%
a	8753	9.1%
o	8658	9.0%
i	7398	7.7%
n	7035	7.4%
l	5239	5.5%
f	3929	4.1%
P	3507	3.7%
Other values (17)	20145	21.1%

home_status
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	63.6 KiB

Own Home	7550
Rent from Council/HA	279
Rent Privately	205
Live in Parental Hom	90

Length

Max length	20
Median length	8
Mean length	8.6964549
Min length	8

Characters and Unicode

Total characters	70650
Distinct characters	24
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Own Home
2nd row	Own Home
3rd row	Rent Privately
4th row	Own Home
5th row	Own Home

Common Values

Value	Count	Frequency (%)
Own Home	7550	92.9%
Rent from Council/HA	279	3.4%
Rent Privately	205	2.5%
Live in Parental Hom	90	1.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
own	7550	45.2%
home	7550	45.2%
rent	484	2.9%
from	279	1.7%
council/ha	279	1.7%
privately	205	1.2%
live	90	0.5%
in	90	0.5%
parental	90	0.5%
hom	90	0.5%

Most occurring characters

Value	Count	Frequency (%)
	8583	12.1%
n	8493	12.0%
e	8419	11.9%
o	8198	11.6%
H	7919	11.2%
m	7919	11.2%
O	7550	10.7%
w	7550	10.7%
t	779	1.1%
i	664	0.9%
Other values (14)	4576	6.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	44892	63.5%
Uppercase Letter	16896	23.9%
Space Separator	8583	12.1%
Other Punctuation	279	0.4%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
n	8493	18.9%
e	8419	18.8%
o	8198	18.3%
m	7919	17.6%
w	7550	16.8%
t	779	1.7%
i	664	1.5%
r	574	1.3%
l	574	1.3%
a	385	0.9%
Other values (5)	1337	3.0%

Uppercase Letter

Value	Count	Frequency (%)
H	7919	46.9%
O	7550	44.7%
R	484	2.9%
P	295	1.7%
A	279	1.7%
C	279	1.7%
L	90	0.5%

Space Separator

Value	Count	Frequency (%)
	8583	100.0%

Other Punctuation

Value	Count	Frequency (%)
/	279	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	61788	87.5%
Common	8862	12.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	8493	13.7%
e	8419	13.6%
o	8198	13.3%
H	7919	12.8%
m	7919	12.8%
O	7550	12.2%
w	7550	12.2%
t	779	1.3%
i	664	1.1%
r	574	0.9%
Other values (12)	3723	6.0%

Common

Value	Count	Frequency (%)
	8583	96.9%
/	279	3.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	70650	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	8583	12.1%
n	8493	12.0%
e	8419	11.9%
o	8198	11.6%
H	7919	11.2%
m	7919	11.2%
O	7550	10.7%
w	7550	10.7%
t	779	1.1%
i	664	0.9%
Other values (14)	4576	6.5%

family_income
Categorical

Distinct	12
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	63.6 KiB

>=35,000	2122
<27,500, >=25,000	969
<30,000, >=27,500	796
<25,000, >=22,500	656
<12,500, >=10,000	535
Other values (7)	3046

Length

Max length	17
Median length	17
Mean length	14.362383
Min length	7

Characters and Unicode

Total characters	116680
Distinct characters	13
Distinct categories	4 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	>=35,000
2nd row	>=35,000
3rd row	<22,500, >=20,000
4th row	<25,000, >=22,500
5th row	>=35,000

Common Values

Value	Count	Frequency (%)
>=35,000	2122	26.1%
<27,500, >=25,000	969	11.9%
<30,000, >=27,500	796	9.8%
<25,000, >=22,500	656	8.1%
<12,500, >=10,000	535	6.6%
<20,000, >=17,500	525	6.5%
<17,500, >=15,000	521	6.4%
<15,000, >=12,500	508	6.3%
<22,500, >=20,000	479	5.9%
<10,000, >= 8,000	452	5.6%
Other values (2)	561	6.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
35,000	2122	13.9%
27,500	1765	11.6%
25,000	1625	10.7%
	1341	8.8%
22,500	1135	7.5%
17,500	1046	6.9%
12,500	1043	6.8%
15,000	1029	6.8%
20,000	1004	6.6%
10,000	987	6.5%
Other values (3)	2137	14.0%

Most occurring characters

Value	Count	Frequency (%)
0	39477	33.8%
,	19662	16.9%
5	9765	8.4%
>	7891	6.8%
=	7891	6.8%
2	7707	6.6%
	7110	6.1%
<	6002	5.1%
1	4105	3.5%
3	2918	2.5%
Other values (3)	4152	3.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	68124	58.4%
Math Symbol	21784	18.7%
Other Punctuation	19662	16.9%
Space Separator	7110	6.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	39477	57.9%
5	9765	14.3%
2	7707	11.3%
1	4105	6.0%
3	2918	4.3%
7	2811	4.1%
8	780	1.1%
4	561	0.8%

Math Symbol

Value	Count	Frequency (%)
>	7891	36.2%
=	7891	36.2%
<	6002	27.6%

Other Punctuation

Value	Count	Frequency (%)
,	19662	100.0%

Space Separator

Value	Count	Frequency (%)
	7110	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	116680	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	39477	33.8%
,	19662	16.9%
5	9765	8.4%
>	7891	6.8%
=	7891	6.8%
2	7707	6.6%
	7110	6.1%
<	6002	5.1%
1	4105	3.5%
3	2918	2.5%
Other values (3)	4152	3.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	116680	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	39477	33.8%
,	19662	16.9%
5	9765	8.4%
>	7891	6.8%
=	7891	6.8%
2	7707	6.6%
	7110	6.1%
<	6002	5.1%
1	4105	3.5%
3	2918	2.5%
Other values (3)	4152	3.6%

self_employed
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.1 KiB

False	7543
True	581

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	7543	92.8%
True	581	7.2%

self_employed_partner
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.1 KiB

False	7207
True	917

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	7207	88.7%
True	917	11.3%

year_last_moved
Real number (ℝ)

Distinct	93
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1984.8381

Minimum	1901
Maximum	1999
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	63.6 KiB

Quantile statistics

Minimum	1901
5-th percentile	1963
Q1	1978
median	1988
Q3	1994
95-th percentile	1998
Maximum	1999
Range	98
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	12.414802
Coefficient of variation (CV)	0.0062548184
Kurtosis	5.7086875
Mean	1984.8381
Median Absolute Deviation (MAD)	7
Skewness	-1.7681977
Sum	16124825
Variance	154.12731
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1997	617	7.6%
1996	525	6.5%
1998	434	5.3%
1994	423	5.2%
1995	386	4.8%
1988	338	4.2%
1993	323	4.0%
1986	316	3.9%
1992	294	3.6%
1987	284	3.5%
Other values (83)	4184	51.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1901	2	< 0.1%
1902	2	< 0.1%
1903	1	< 0.1%
1904	2	< 0.1%
1905	3	< 0.1%
1906	1	< 0.1%
1907	2	< 0.1%
1908	3	< 0.1%
1909	1	< 0.1%
1910	2	< 0.1%

Value	Count	Frequency (%)
1999	51	0.6%
1998	434	5.3%
1997	617	7.6%
1996	525	6.5%
1995	386	4.8%
1994	423	5.2%
1993	323	4.0%
1992	294	3.6%
1991	256	3.2%
1990	273	3.4%

balance_transfer
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	1860
Distinct (%)	22.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	46.082922

Minimum	0
Maximum	2951.76
Zeros	3524
Zeros (%)	43.4%
Negative	0
Negative (%)	0.0%
Memory size	63.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	17.485
Q3	64.99
95-th percentile	186.9005
Maximum	2951.76
Range	2951.76
Interquartile range (IQR)	64.99

Descriptive statistics

Standard deviation	79.084692
Coefficient of variation (CV)	1.7161388
Kurtosis	231.64235
Mean	46.082922
Median Absolute Deviation (MAD)	17.485
Skewness	8.1737344
Sum	374377.66
Variance	6254.3886
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3524	43.4%
0.01	155	1.9%
24.99	135	1.7%
29.99	114	1.4%
19.99	72	0.9%
34.99	63	0.8%
25.99	52	0.6%
0.51	44	0.5%
44.99	43	0.5%
0.02	41	0.5%
Other values (1850)	3881	47.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3524	43.4%
0.01	155	1.9%
0.02	41	0.5%
0.03	12	0.1%
0.04	2	< 0.1%
0.05	5	0.1%
0.46	1	< 0.1%
0.51	44	0.5%
0.52	35	0.4%
0.53	9	0.1%

Value	Count	Frequency (%)
2951.76	1	< 0.1%
860.83	1	< 0.1%
749.38	1	< 0.1%
659.21	1	< 0.1%
644.87	1	< 0.1%
601.85	1	< 0.1%
596.85	1	< 0.1%
583.87	1	< 0.1%
573.4	1	< 0.1%
570.86	1	< 0.1%

term_deposit
Real number (ℝ)

Distinct	1215
Distinct (%)	15.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.284649

Minimum	0
Maximum	784.82
Zeros	4587
Zeros (%)	56.5%
Negative	0
Negative (%)	0.0%
Memory size	63.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	34.49
95-th percentile	124.957
Maximum	784.82
Range	784.82
Interquartile range (IQR)	34.49

Descriptive statistics

Standard deviation	54.133537
Coefficient of variation (CV)	1.9840291
Kurtosis	28.68558
Mean	27.284649
Median Absolute Deviation (MAD)	0
Skewness	4.1741626
Sum	221660.49
Variance	2930.4398
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4587	56.5%
24.99	128	1.6%
29.99	125	1.5%
19.99	87	1.1%
14.99	75	0.9%
9.99	64	0.8%
34.99	62	0.8%
0.01	58	0.7%
29.49	47	0.6%
24.49	40	0.5%
Other values (1205)	2851	35.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4587	56.5%
0.01	58	0.7%
0.02	12	0.1%
0.03	1	< 0.1%
0.51	28	0.3%
0.52	10	0.1%
0.53	1	< 0.1%
1.02	1	< 0.1%
1.03	3	< 0.1%
1.6	1	< 0.1%

Value	Count	Frequency (%)
784.82	1	< 0.1%
738.67	1	< 0.1%
716.12	1	< 0.1%
597.76	1	< 0.1%
539.18	1	< 0.1%
522.77	1	< 0.1%
514.26	1	< 0.1%
505.54	1	< 0.1%
493.78	1	< 0.1%
484.73	1	< 0.1%

avg_account_balance
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	1923
Distinct (%)	23.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	31.838023

Minimum	0
Maximum	626.24
Zeros	2806
Zeros (%)	34.5%
Negative	0
Negative (%)	0.0%
Memory size	63.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	14.98
Q3	45.9225
95-th percentile	120.692
Maximum	626.24
Range	626.24
Interquartile range (IQR)	45.9225

Descriptive statistics

Standard deviation	45.24944
Coefficient of variation (CV)	1.421239
Kurtosis	12.495594
Mean	31.838023
Median Absolute Deviation (MAD)	14.98
Skewness	2.6899852
Sum	258652.1
Variance	2047.5118
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2806	34.5%
29.99	112	1.4%
4.99	111	1.4%
11.99	96	1.2%
9.99	84	1.0%
14.99	74	0.9%
24.99	69	0.8%
2.99	49	0.6%
34.99	48	0.6%
14.49	41	0.5%
Other values (1913)	4634	57.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2806	34.5%
0.01	27	0.3%
0.02	4	< 0.1%
0.05	1	< 0.1%
0.47	1	< 0.1%
0.51	9	0.1%
0.52	2	< 0.1%
0.97	1	< 0.1%
0.98	1	< 0.1%
1	1	< 0.1%

Value	Count	Frequency (%)
626.24	1	< 0.1%
415.14	1	< 0.1%
410.71	1	< 0.1%
402.6	1	< 0.1%
398.06	1	< 0.1%
380.75	1	< 0.1%
367.34	1	< 0.1%
351.38	1	< 0.1%
348.18	1	< 0.1%
347.79	1	< 0.1%

gender
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	63.6 KiB

Female	6106
Male	1987
Unknown	31

Length

Max length	7
Median length	6
Mean length	5.514648
Min length	4

Characters and Unicode

Total characters	44801
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Female
2nd row	Female
3rd row	Female
4th row	Female
5th row	Female

Common Values

Value	Count	Frequency (%)
Female	6106	75.2%
Male	1987	24.5%
Unknown	31	0.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
female	6106	75.2%
male	1987	24.5%
unknown	31	0.4%

Most occurring characters

Value	Count	Frequency (%)
e	14199	31.7%
a	8093	18.1%
l	8093	18.1%
F	6106	13.6%
m	6106	13.6%
M	1987	4.4%
n	93	0.2%
U	31	0.1%
k	31	0.1%
o	31	0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	36677	81.9%
Uppercase Letter	8124	18.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	14199	38.7%
a	8093	22.1%
l	8093	22.1%
m	6106	16.6%
n	93	0.3%
k	31	0.1%
o	31	0.1%
w	31	0.1%

Uppercase Letter

Value	Count	Frequency (%)
F	6106	75.2%
M	1987	24.5%
U	31	0.4%

Most occurring scripts

Value	Count	Frequency (%)
Latin	44801	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	14199	31.7%
a	8093	18.1%
l	8093	18.1%
F	6106	13.6%
m	6106	13.6%
M	1987	4.4%
n	93	0.2%
U	31	0.1%
k	31	0.1%
o	31	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	44801	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	14199	31.7%
a	8093	18.1%
l	8093	18.1%
F	6106	13.6%
m	6106	13.6%
M	1987	4.4%
n	93	0.2%
U	31	0.1%
k	31	0.1%
o	31	0.1%

region
Categorical

Distinct	13
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	63.6 KiB

South East	1680
North West	1517
Unknown	856
South West	769
West Midlands	658
Other values (8)	2644

Length

Max length	16
Median length	15
Mean length	9.5942885
Min length	5

Characters and Unicode

Total characters	77944
Distinct characters	27
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	North West
2nd row	North West
3rd row	South West
4th row	Scotland
5th row	Unknown

Common Values

Value	Count	Frequency (%)
South East	1680	20.7%
North West	1517	18.7%
Unknown	856	10.5%
South West	769	9.5%
West Midlands	658	8.1%
East Midlands	623	7.7%
Scotland	615	7.6%
North	464	5.7%
Wales	443	5.5%
East Anglia	344	4.2%
Other values (3)	155	1.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
west	2944	21.2%
east	2647	19.1%
south	2449	17.6%
north	1981	14.3%
midlands	1281	9.2%
unknown	856	6.2%
scotland	615	4.4%
wales	443	3.2%
anglia	344	2.5%
northern	135	1.0%
Other values (6)	190	1.4%

Most occurring characters

Value	Count	Frequency (%)
t	10771	13.8%
s	7340	9.4%
o	6051	7.8%
	5761	7.4%
a	5490	7.0%
n	5108	6.6%
h	4570	5.9%
e	3677	4.7%
W	3387	4.3%
d	3317	4.3%
Other values (17)	22472	28.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	58313	74.8%
Uppercase Letter	13870	17.8%
Space Separator	5761	7.4%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
t	10771	18.5%
s	7340	12.6%
o	6051	10.4%
a	5490	9.4%
n	5108	8.8%
h	4570	7.8%
e	3677	6.3%
d	3317	5.7%
l	2843	4.9%
u	2449	4.2%
Other values (7)	6697	11.5%

Uppercase Letter

Value	Count	Frequency (%)
W	3387	24.4%
S	3064	22.1%
E	2647	19.1%
N	2116	15.3%
M	1296	9.3%
U	856	6.2%
A	344	2.5%
I	155	1.1%
C	5	< 0.1%

Space Separator

Value	Count	Frequency (%)
	5761	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	72183	92.6%
Common	5761	7.4%

Most frequent character per script

Latin

Value	Count	Frequency (%)
t	10771	14.9%
s	7340	10.2%
o	6051	8.4%
a	5490	7.6%
n	5108	7.1%
h	4570	6.3%
e	3677	5.1%
W	3387	4.7%
d	3317	4.6%
S	3064	4.2%
Other values (16)	19408	26.9%

Common

Value	Count	Frequency (%)
	5761	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	77944	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
t	10771	13.8%
s	7340	9.4%
o	6051	7.8%
	5761	7.4%
a	5490	7.0%
n	5108	6.6%
h	4570	5.9%
e	3677	4.7%
W	3387	4.3%
d	3317	4.3%
Other values (17)	22472	28.8%

portfolio_balance
Real number (ℝ)

Distinct	6884
Distinct (%)	84.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	89.353368

Minimum	-78.43
Maximum	4283.56
Zeros	0
Zeros (%)	0.0%
Negative	852
Negative (%)	10.5%
Memory size	63.6 KiB

Quantile statistics

Minimum	-78.43
5-th percentile	-13.54
Q1	26.2775
median	65.56
Q3	123.97
95-th percentile	271.5595
Maximum	4283.56
Range	4361.99
Interquartile range (IQR)	97.6925

Descriptive statistics

Standard deviation	108.30354
Coefficient of variation (CV)	1.2120812
Kurtosis	283.27618
Mean	89.353368
Median Absolute Deviation (MAD)	45.695
Skewness	8.8954715
Sum	725906.76
Variance	11729.656
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
71.45	5	0.1%
57.9	5	0.1%
8.89	4	< 0.1%
23.38	4	< 0.1%
4.09	4	< 0.1%
51.05	4	< 0.1%
89.12	4	< 0.1%
118.52	4	< 0.1%
30	4	< 0.1%
102.64	4	< 0.1%
Other values (6874)	8082	99.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-78.43	1	< 0.1%
-77.23	1	< 0.1%
-76.35	1	< 0.1%
-73.35	1	< 0.1%
-72.74	1	< 0.1%
-69.38	1	< 0.1%
-67.42	1	< 0.1%
-66.27	1	< 0.1%
-64.3	1	< 0.1%
-64.16	1	< 0.1%

Value	Count	Frequency (%)
4283.56	1	< 0.1%
1097.44	1	< 0.1%
1053.8	1	< 0.1%
1024.68	1	< 0.1%
952.49	1	< 0.1%
862.32	1	< 0.1%
844.24	1	< 0.1%
790.83	1	< 0.1%
769.02	1	< 0.1%
763.22	1	< 0.1%

net_worth
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	63.6 KiB

2	7264
1	860

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	8124
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2
2nd row	2
3rd row	2
4th row	2
5th row	2

Common Values

Value	Count	Frequency (%)
2	7264	89.4%
1	860	10.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2	7264	89.4%
1	860	10.6%

Most occurring characters

Value	Count	Frequency (%)
2	7264	89.4%
1	860	10.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	8124	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	7264	89.4%
1	860	10.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	8124	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	7264	89.4%
1	860	10.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	8124	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	7264	89.4%
1	860	10.6%

insurance
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	3605
Distinct (%)	44.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	84.144135

Minimum	0
Maximum	2952.37
Zeros	1449
Zeros (%)	17.8%
Negative	0
Negative (%)	0.0%
Memory size	63.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	13.99
median	49.97
Q3	115.835
95-th percentile	284.404
Maximum	2952.37
Range	2952.37
Interquartile range (IQR)	101.845

Descriptive statistics

Standard deviation	107.78553
Coefficient of variation (CV)	1.2809631
Kurtosis	69.51097
Mean	84.144135
Median Absolute Deviation (MAD)	46.48
Skewness	4.5115692
Sum	683586.95
Variance	11617.72
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1449	17.8%
9.99	59	0.7%
0.01	44	0.5%
29.99	44	0.5%
19.99	37	0.5%
34.99	31	0.4%
24.99	31	0.4%
27.99	30	0.4%
11.99	29	0.4%
22.99	29	0.4%
Other values (3595)	6341	78.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1449	17.8%
0.01	44	0.5%
0.02	16	0.2%
0.03	2	< 0.1%
0.08	1	< 0.1%
0.51	18	0.2%
0.52	12	0.1%
0.53	5	0.1%
0.55	1	< 0.1%
0.58	1	< 0.1%

Value	Count	Frequency (%)
2952.37	1	< 0.1%
1101	1	< 0.1%
899.05	1	< 0.1%
895.52	1	< 0.1%
882.41	1	< 0.1%
866.08	1	< 0.1%
834.37	1	< 0.1%
816.13	1	< 0.1%
806.07	1	< 0.1%
799.59	1	< 0.1%

loan
Real number (ℝ)

SKEWED ZEROS

Distinct	2105
Distinct (%)	25.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29.832744

Minimum	0
Maximum	4905.93
Zeros	3837
Zeros (%)	47.2%
Negative	0
Negative (%)	0.0%
Memory size	63.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3.49
Q3	29.325
95-th percentile	141.3155
Maximum	4905.93
Range	4905.93
Interquartile range (IQR)	29.325

Descriptive statistics

Standard deviation	86.938714
Coefficient of variation (CV)	2.9142044
Kurtosis	1242.3473
Mean	29.832744
Median Absolute Deviation (MAD)	3.49
Skewness	24.687043
Sum	242361.21
Variance	7558.3399
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3837	47.2%
4.99	75	0.9%
9.99	48	0.6%
14.99	40	0.5%
5.99	38	0.5%
4.49	34	0.4%
3.99	33	0.4%
6.99	32	0.4%
15.99	31	0.4%
10.99	28	0.3%
Other values (2095)	3928	48.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3837	47.2%
0.01	21	0.3%
0.02	6	0.1%
0.51	2	< 0.1%
0.52	1	< 0.1%
0.74	1	< 0.1%
0.99	5	0.1%
1	5	0.1%
1.03	1	< 0.1%
1.19	1	< 0.1%

Value	Count	Frequency (%)
4905.93	1	< 0.1%
1323.56	1	< 0.1%
1280.2	1	< 0.1%
1229.64	1	< 0.1%
898.39	1	< 0.1%
835.22	1	< 0.1%
777.24	1	< 0.1%
771.21	1	< 0.1%
728.13	1	< 0.1%
687.37	1	< 0.1%

sip_investments
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	2711
Distinct (%)	33.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	47.780874

Minimum	0
Maximum	2570.75
Zeros	2016
Zeros (%)	24.8%
Negative	0
Negative (%)	0.0%
Memory size	63.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.01
median	27.975
Q3	66.4125
95-th percentile	166.837
Maximum	2570.75
Range	2570.75
Interquartile range (IQR)	66.4025

Descriptive statistics

Standard deviation	68.729669
Coefficient of variation (CV)	1.4384347
Kurtosis	234.39128
Mean	47.780874
Median Absolute Deviation (MAD)	27.975
Skewness	8.3986552
Sum	388171.82
Variance	4723.7674
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2016	24.8%
11.99	89	1.1%
9.99	70	0.9%
1	49	0.6%
19.99	49	0.6%
23.98	48	0.6%
13.99	48	0.6%
19.98	38	0.5%
4.99	37	0.5%
11.49	37	0.5%
Other values (2701)	5643	69.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2016	24.8%
0.01	24	0.3%
0.02	12	0.1%
0.03	2	< 0.1%
0.1	1	< 0.1%
0.2	1	< 0.1%
0.48	1	< 0.1%
0.5	3	< 0.1%
0.51	15	0.2%
0.52	5	0.1%

Value	Count	Frequency (%)
2570.75	1	< 0.1%
765.03	1	< 0.1%
708.87	1	< 0.1%
702.89	1	< 0.1%
690.07	1	< 0.1%
660.87	1	< 0.1%
637.47	1	< 0.1%
599.07	1	< 0.1%
590.9	1	< 0.1%
578.53	1	< 0.1%

lumpsum_investments
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	6491
Distinct (%)	79.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	89.125876

Minimum	0
Maximum	4281.35
Zeros	171
Zeros (%)	2.1%
Negative	0
Negative (%)	0.0%
Memory size	63.6 KiB

Quantile statistics

Minimum	0
5-th percentile	5.173
Q1	27.0975
median	61.6
Q3	117.285
95-th percentile	266.0655
Maximum	4281.35
Range	4281.35
Interquartile range (IQR)	90.1875

Descriptive statistics

Standard deviation	104.29152
Coefficient of variation (CV)	1.1701599
Kurtosis	329.3675
Mean	89.125876
Median Absolute Deviation (MAD)	40.275
Skewness	9.9928113
Sum	724058.62
Variance	10876.722
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	171	2.1%
4	19	0.2%
11	15	0.2%
6	11	0.1%
6.66	11	0.1%
5	10	0.1%
8	10	0.1%
4.5	10	0.1%
2	8	0.1%
10	8	0.1%
Other values (6481)	7851	96.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	171	2.1%
0.09	1	< 0.1%
0.17	1	< 0.1%
0.18	1	< 0.1%
0.19	4	< 0.1%
0.22	1	< 0.1%
0.29	1	< 0.1%
0.33	1	< 0.1%
0.34	4	< 0.1%
0.66	2	< 0.1%

Value	Count	Frequency (%)
4281.35	1	< 0.1%
1113.73	1	< 0.1%
1059.36	1	< 0.1%
1056.8	1	< 0.1%
941.41	1	< 0.1%
879.17	1	< 0.1%
867.49	1	< 0.1%
807.69	1	< 0.1%
780.25	1	< 0.1%
765.75	1	< 0.1%

combined_purchase
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	2009
Distinct (%)	24.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	42.449753

Minimum	0
Maximum	4306.42
Zeros	3824
Zeros (%)	47.1%
Negative	0
Negative (%)	0.0%
Memory size	63.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	4.99
Q3	44.49
95-th percentile	190.6635
Maximum	4306.42
Range	4306.42
Interquartile range (IQR)	44.49

Descriptive statistics

Standard deviation	111.45834
Coefficient of variation (CV)	2.6256534
Kurtosis	368.2225
Mean	42.449753
Median Absolute Deviation (MAD)	4.99
Skewness	13.648152
Sum	344861.79
Variance	12422.961
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3824	47.1%
19.99	95	1.2%
11.99	62	0.8%
9.99	60	0.7%
14.99	49	0.6%
4.99	44	0.5%
24.99	43	0.5%
9.49	39	0.5%
15.99	38	0.5%
29.99	35	0.4%
Other values (1999)	3835	47.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3824	47.1%
0.01	27	0.3%
0.02	7	0.1%
0.03	1	< 0.1%
0.04	1	< 0.1%
0.5	2	< 0.1%
0.51	10	0.1%
0.52	5	0.1%
0.8	1	< 0.1%
0.99	4	< 0.1%

Value	Count	Frequency (%)
4306.42	1	< 0.1%
2828.79	1	< 0.1%
2142.62	1	< 0.1%
2033.85	1	< 0.1%
1768.42	1	< 0.1%
1624.58	1	< 0.1%
1508.02	1	< 0.1%
1470.85	1	< 0.1%
1418.89	1	< 0.1%
1063.69	1	< 0.1%

Auto

Heatmap
Table

	year_last_moved	balance_transfer	term_deposit	avg_account_balance	portfolio_balance	insurance	loan	sip_investments	lumpsum_investments	combined_purchase	num_children	age_band	marital_status	occupation	occupation_partner	home_status	family_income	self_employed	self_employed_partner	gender	region	net_worth
year_last_moved	1.000	0.008	0.002	0.004	0.020	0.011	0.050	0.011	0.023	0.027	0.130	0.207	0.137	0.137	0.121	0.047	0.107	0.036	0.056	0.000	0.015	0.016
balance_transfer	0.008	1.000	0.225	0.411	0.532	0.498	0.186	0.351	0.598	0.198	0.000	0.031	0.011	0.000	0.000	0.022	0.000	0.000	0.000	0.049	0.021	0.015
term_deposit	0.002	0.225	1.000	0.249	0.440	0.400	0.196	0.249	0.495	0.383	0.000	0.012	0.013	0.007	0.000	0.000	0.017	0.000	0.000	0.009	0.008	0.013
avg_account_balance	0.004	0.411	0.249	1.000	0.577	0.497	0.303	0.473	0.663	0.266	0.010	0.000	0.029	0.012	0.000	0.000	0.000	0.000	0.009	0.005	0.014	0.104
portfolio_balance	0.020	0.532	0.440	0.577	1.000	0.734	0.415	0.593	0.873	0.450	0.030	0.034	0.000	0.022	0.000	0.000	0.000	0.000	0.000	0.006	0.000	0.083
insurance	0.011	0.498	0.400	0.497	0.734	1.000	0.290	0.466	0.837	0.359	0.017	0.026	0.016	0.015	0.000	0.001	0.000	0.000	0.023	0.000	0.007	0.156
loan	0.050	0.186	0.196	0.303	0.415	0.290	1.000	0.316	0.471	0.215	0.021	0.009	0.000	0.017	0.000	0.000	0.000	0.000	0.000	0.000	0.011	0.005
sip_investments	0.011	0.351	0.249	0.473	0.593	0.466	0.316	1.000	0.678	0.266	0.024	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.019	0.000	0.041
lumpsum_investments	0.023	0.598	0.495	0.663	0.873	0.837	0.471	0.678	1.000	0.514	0.010	0.034	0.000	0.015	0.000	0.000	0.000	0.000	0.000	0.000	0.007	0.053
combined_purchase	0.027	0.198	0.383	0.266	0.450	0.359	0.215	0.266	0.514	1.000	0.024	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.024	0.000	0.000	0.254
num_children	0.130	0.000	0.000	0.010	0.030	0.017	0.021	0.024	0.010	0.024	1.000	0.311	0.132	0.189	0.161	0.022	0.131	0.063	0.115	0.044	0.024	0.006
age_band	0.207	0.031	0.012	0.000	0.034	0.026	0.009	0.000	0.034	0.000	0.311	1.000	0.283	0.320	0.239	0.189	0.155	0.094	0.149	0.053	0.020	0.000
marital_status	0.137	0.011	0.013	0.029	0.000	0.016	0.000	0.000	0.000	0.000	0.132	0.283	1.000	0.173	0.248	0.159	0.225	0.020	0.126	0.060	0.031	0.000
occupation	0.137	0.000	0.007	0.012	0.022	0.015	0.017	0.000	0.015	0.000	0.189	0.320	0.173	1.000	0.273	0.098	0.221	0.300	0.168	0.232	0.040	0.000
occupation_partner	0.121	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.161	0.239	0.248	0.273	1.000	0.073	0.180	0.150	0.368	0.325	0.040	0.000
home_status	0.047	0.022	0.000	0.000	0.000	0.001	0.000	0.000	0.000	0.000	0.022	0.189	0.159	0.098	0.073	1.000	0.162	0.030	0.036	0.037	0.061	0.000
family_income	0.107	0.000	0.017	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.131	0.155	0.225	0.221	0.180	0.162	1.000	0.120	0.107	0.092	0.038	0.004
self_employed	0.036	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.063	0.094	0.020	0.300	0.150	0.030	0.120	1.000	0.240	0.113	0.044	0.000
self_employed_partner	0.056	0.000	0.000	0.009	0.000	0.023	0.000	0.000	0.000	0.024	0.115	0.149	0.126	0.168	0.368	0.036	0.107	0.240	1.000	0.110	0.023	0.000
gender	0.000	0.049	0.009	0.005	0.006	0.000	0.000	0.019	0.000	0.000	0.044	0.053	0.060	0.232	0.325	0.037	0.092	0.113	0.110	1.000	0.081	0.022
region	0.015	0.021	0.008	0.014	0.000	0.007	0.011	0.000	0.007	0.000	0.024	0.020	0.031	0.040	0.040	0.061	0.038	0.044	0.023	0.081	1.000	0.008
net_worth	0.016	0.015	0.013	0.104	0.083	0.156	0.005	0.041	0.053	0.254	0.006	0.000	0.000	0.000	0.000	0.000	0.004	0.000	0.000	0.022	0.008	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	num_children	age_band	marital_status	occupation	occupation_partner	home_status	family_income	self_employed	self_employed_partner	year_last_moved	balance_transfer	term_deposit	avg_account_balance	gender	region	portfolio_balance	net_worth	insurance	loan	sip_investments	lumpsum_investments	combined_purchase
0	2	31-35	Partner	Professional	Professional	Own Home	>=35,000	No	No	1981.00	29.99	312.25	108.85	Female	North West	360.37	2	388.51	230.87	143.33	369.36	34.66
1	0	45-50	Partner	Secretarial/Admin	Professional	Own Home	>=35,000	No	No	1997.00	74.48	0.00	48.45	Female	North West	89.22	2	110.95	15.99	0.00	87.42	54.97
2	1	36-40	Partner	Manual Worker	Manual Worker	Rent Privately	<22,500, >=20,000	Yes	Yes	1996.00	24.46	0.00	0.00	Female	South West	14.50	2	18.44	0.02	10.46	15.15	0.00
3	2	31-35	Partner	Manual Worker	Manual Worker	Own Home	<25,000, >=22,500	No	No	1990.00	0.00	0.00	0.00	Female	Scotland	68.98	2	29.99	0.00	0.00	20.00	44.99
4	0	55-60	Partner	Housewife	Professional	Own Home	>=35,000	No	No	1989.00	0.00	0.00	0.00	Female	Unknown	1.88	2	0.00	0.00	9.98	3.32	0.00
5	0	45-50	Partner	Secretarial/Admin	Business Manager	Own Home	>=35,000	No	No	1984.00	0.01	0.00	0.00	Female	Northern Ireland	33.62	2	56.40	28.98	0.00	32.24	9.49
6	0	36-40	Partner	Secretarial/Admin	Secretarial/Admin	Own Home	<30,000, >=27,500	Yes	No	1986.00	0.00	0.00	26.96	Female	West Midlands	13.12	2	0.00	26.98	81.42	47.38	15.48
7	0	61-65	Partner	Retired	Retired	Own Home	<20,000, >=17,500	No	No	1998.00	0.00	0.00	0.00	Male	North West	15.74	2	0.00	0.00	29.95	9.98	0.00
8	1	45-50	Partner	Professional	Professional	Own Home	>=35,000	No	No	1980.00	82.96	0.00	0.00	Female	Unknown	36.05	2	52.96	28.97	0.00	45.67	0.00
9	3	36-40	Partner	Professional	Housewife	Own Home	<27,500, >=25,000	Yes	No	1997.00	0.00	0.00	0.00	Male	North West	8.60	2	0.00	15.99	24.47	13.48	0.00

	num_children	age_band	marital_status	occupation	occupation_partner	home_status	family_income	self_employed	self_employed_partner	year_last_moved	balance_transfer	term_deposit	avg_account_balance	gender	region	portfolio_balance	net_worth	insurance	loan	sip_investments	lumpsum_investments	combined_purchase
8114	1	45-50	Partner	Retired	Housewife	Own Home	<12,500, >=10,000	No	No	1982.00	104.98	27.99	19.99	Male	Unknown	116.45	1	99.47	0.00	0.00	99.42	148.45
8115	2	36-40	Partner	Secretarial/Admin	Business Manager	Own Home	<27,500, >=25,000	No	No	1986.00	91.46	0.00	28.46	Female	North	114.38	2	102.44	60.46	88.38	117.86	17.48
8116	0	61-65	Partner	Retired	Retired	Own Home	< 8,000, >= 4,000	No	No	1982.00	25.49	0.00	35.98	Female	South East	-7.37	2	0.00	6.48	11.98	22.16	0.00
8117	1	26-30	Partner	Secretarial/Admin	Professional	Own Home	>=35,000	No	No	1998.00	67.97	95.46	81.45	Female	Scotland	91.37	2	53.94	1.49	49.94	96.51	0.00
8118	0	45-50	Partner	Professional	Secretarial/Admin	Own Home	>=35,000	No	No	1981.00	15.99	54.98	88.92	Male	North West	210.66	2	137.44	33.43	137.32	162.98	98.92
8119	3	36-40	Partner	Manual Worker	Housewife	Own Home	<20,000, >=17,500	No	No	1981.00	0.00	0.00	0.00	Male	North West	15.23	2	0.00	0.00	0.00	0.00	0.00
8120	0	61-65	Widowed	Retired	Professional	Own Home	< 8,000, >= 4,000	No	No	1960.00	0.00	9.49	2.99	Female	East Midlands	68.42	2	0.00	0.00	46.76	18.48	0.00
8121	1	41-45	Single/Never Married	Housewife	Professional	Rent from Council/HA	< 8,000, >= 4,000	No	No	1987.00	107.42	0.00	38.95	Female	Northern Ireland	106.06	2	47.41	3.72	102.37	86.60	0.00
8122	0	61-65	Partner	Retired	Retired	Own Home	< 4,000	No	No	1985.00	59.48	0.00	0.00	Female	South East	-9.19	2	0.00	0.00	0.00	11.90	0.00
8123	3	41-45	Partner	Business Manager	Housewife	Own Home	<25,000, >=22,500	No	No	1974.00	74.47	42.98	51.46	Male	North	160.79	2	140.94	100.39	73.91	165.13	77.95

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Dash Punctuation

Math Symbol

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Other Punctuation

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Other Punctuation

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Other Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII